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An open source knowledge graph ecosystem for the life sciences.
Callahan TJ, Tripodi IJ, Stefanski AL, Cappelletti L, Taneja SB, Wyrwa JM, Casiraghi E, Matentzoglu NA, Reese J, Silverstein JC, Hoyt CT, Boyce RD, Malec SA, Unni DR, Joachimiak MP, Robinson PN, Mungall CJ, Cavalleri E, Fontana T, Valentini G, Mesiti M, Gillenwater LA, Santangelo B, Vasilevsky NA, Hoehndorf R, Bennett TD, Ryan PB, Hripcsak G, Kahn MG, Bada M, Baumgartner WA Jr, Hunter LE. Callahan TJ, et al. Among authors: valentini g. Sci Data. 2024 Apr 11;11(1):363. doi: 10.1038/s41597-024-03171-w. Sci Data. 2024. PMID: 38605048 Free PMC article.
GRAPE for fast and scalable graph processing and random-walk-based embedding.
Cappelletti L, Fontana T, Casiraghi E, Ravanmehr V, Callahan TJ, Cano C, Joachimiak MP, Mungall CJ, Robinson PN, Reese J, Valentini G. Cappelletti L, et al. Among authors: valentini g. Nat Comput Sci. 2023 Jun;3(6):552-568. doi: 10.1038/s43588-023-00465-8. Epub 2023 Jun 26. Nat Comput Sci. 2023. PMID: 38177435 Free PMC article.
Node-degree aware edge sampling mitigates inflated classification performance in biomedical random walk-based graph representation learning.
Cappelletti L, Rekerle L, Fontana T, Hansen P, Casiraghi E, Ravanmehr V, Mungall CJ, Yang JJ, Spranger L, Karlebach G, Caufield JH, Carmody L, Coleman B, Oprea TI, Reese J, Valentini G, Robinson PN. Cappelletti L, et al. Among authors: valentini g. Bioinform Adv. 2024 Mar 4;4(1):vbae036. doi: 10.1093/bioadv/vbae036. eCollection 2024. Bioinform Adv. 2024. PMID: 38577542 Free PMC article.
Supervised learning with word embeddings derived from PubMed captures latent knowledge about protein kinases and cancer.
Ravanmehr V, Blau H, Cappelletti L, Fontana T, Carmody L, Coleman B, George J, Reese J, Joachimiak M, Bocci G, Hansen P, Bult C, Rueter J, Casiraghi E, Valentini G, Mungall C, Oprea TI, Robinson PN. Ravanmehr V, et al. Among authors: valentini g. NAR Genom Bioinform. 2021 Dec 8;3(4):lqab113. doi: 10.1093/nargab/lqab113. eCollection 2021 Dec. NAR Genom Bioinform. 2021. PMID: 34888523 Free PMC article.
The promises of large language models for protein design and modeling.
Valentini G, Malchiodi D, Gliozzo J, Mesiti M, Soto-Gomez M, Cabri A, Reese J, Casiraghi E, Robinson PN. Valentini G, et al. Front Bioinform. 2023 Nov 23;3:1304099. doi: 10.3389/fbinf.2023.1304099. eCollection 2023. Front Bioinform. 2023. PMID: 38076030 Free PMC article.
643 results